Author

K. Steinhaus

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Open access Oct 2026

Cardiovascular magnetic resonance radiomics for phenotyping myocardial fibrosis in severe aortic stenosis

Myocardial fibrosis (MF) is a key determinant of adverse outcomes in severe aortic stenosis and limits the efficacy of valve implantation. Endomyocardial biopsy is the reference standard for diagnosing MF, but its invasiveness limits routine use. Cardiovascular magnetic resonance (CMR)-derived extracellular volum...

K. Steinhaus, M. Maurer, J. Gronwald et al. · European Heart Journal · 0 citations

Predicting Cognitive Impairment from Polysomnography using Graph Neural Networks

A graph neural network (GNN)-based framework that models PSG data as a structured graph, where each physiological channel constitutes a node and functional relationships are encoded as edges, offering untapped potential for early detection of cognitive impairment.

Friederike Seyderhelm, A. Hauschild, Gesa Klukaschewski et al. · 0 citations